{"id":"W4206919826","doi":"10.21203/rs.3.rs-1218029/v1","title":"Co-Culture of Trichoderma Reesei, Talaromyces Sp. and Aspergillus Spp. Produces A Multi-Enzyme Cocktail for the Hydrolysis of Sugarcane Bagasse Pretreated with Piperonilic Acid (PIP) and Methylenedioxycinnamic Acid (MDCA)","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Universidade Estadual de Maringá; Universidade de São Paulo; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Trichoderma reesei; Bagasse; Chemistry; Hydrolysis; Enzyme; Aspergillus; Biochemistry; Food science; Organic chemistry; Botany; Cellulase; Biotechnology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002124244,0.0008253554,0.0004587406,0.0003147913,0.0001188631,0.0004219414,0.0003271152,0.0002382317,0.0008351866],"category_scores_gemma":[0.0001369806,0.0001456684,0.0005190265,0.0003182786,0.00009933348,0.0002888135,0.0004819126,0.0003351283,0.0005194269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001541232,"about_ca_system_score_gemma":0.0001785508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000968428,"about_ca_topic_score_gemma":0.001834614,"domain_scores_codex":[0.9996856,0.00004179488,0.00003344844,0.00007094837,0.0001125875,0.00005554841],"domain_scores_gemma":[0.9999053,0.0000112093,0.00002640762,0.00001914046,0.0000169507,0.00002091181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004922472,0.00004687912,0.0002945627,0.000024643,0.00001297302,0.00004852538,0.000006719907,0.00003763967,0.9981321,0.0000122626,0.00001535925,0.001319155],"study_design_scores_gemma":[0.000007975511,0.0003989254,0.003092578,0.000007552113,0.00004615653,0.0002471294,0.0000460717,0.0007362816,0.9943786,0.00001282467,0.001021193,0.000004753161],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935555,0.001070198,0.003117686,0.0000629436,0.00003545686,0.00005641016,0.0002097079,0.00008943264,0.001802815],"genre_scores_gemma":[0.9916747,0.0005125917,0.004677674,0.00002256193,0.000009392133,0.00002565886,0.0004982327,0.00001529525,0.002564047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000968428,"threshold_uncertainty_score":0.002793968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394763785159884,"score_gpt":0.3122226205878833,"score_spread":0.2782749827362845,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}